{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#all_slow\n",
    "#all_cuda"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examples of many applications"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is a quick(ish) test of most of the main application people use, taken from `fastbook`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "from fastai.vision.all import *\n",
    "from fastai.tabular.all import *\n",
    "from fastai.text.all import *\n",
    "from fastai.collab import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image single classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_seed(99, True)\n",
    "path = untar_data(URLs.PETS)/'images'\n",
    "dls = ImageDataLoaders.from_name_func(\n",
    "    path, get_image_files(path), valid_pct=0.2,\n",
    "    label_func=lambda x: x[0].isupper(), item_tfms=Resize(224))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.166802</td>\n",
       "      <td>0.026535</td>\n",
       "      <td>0.009472</td>\n",
       "      <td>00:13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.046429</td>\n",
       "      <td>0.012175</td>\n",
       "      <td>0.004060</td>\n",
       "      <td>00:15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate).to_fp16()\n",
    "learn.fine_tune(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be around 0.01 or less."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Probability it's a cat: 1.000000\n"
     ]
    }
   ],
   "source": [
    "img = PILImage.create('../images/cat.jpg')\n",
    "print(f\"Probability it's a cat: {learn.predict(img)[2][1].item():.6f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = untar_data(URLs.CAMVID_TINY)\n",
    "dls = SegmentationDataLoaders.from_label_func(\n",
    "    path, bs=8, fnames = get_image_files(path/\"images\"),\n",
    "    label_func = lambda o: path/'labels'/f'{o.stem}_P{o.suffix}',\n",
    "    codes = np.loadtxt(path/'codes.txt', dtype=str)\n",
    ")\n",
    "\n",
    "learn = unet_learner(dls, resnet34)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.969643</td>\n",
       "      <td>2.448999</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.696013</td>\n",
       "      <td>1.509799</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.484652</td>\n",
       "      <td>1.214625</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.457932</td>\n",
       "      <td>1.400337</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.351992</td>\n",
       "      <td>1.104257</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.233100</td>\n",
       "      <td>0.925221</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.122062</td>\n",
       "      <td>0.854342</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>1.028064</td>\n",
       "      <td>0.832836</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.954791</td>\n",
       "      <td>0.818452</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be a bit above 0.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.show_results(max_n=6, figsize=(7,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RHS pics should be similar to LHS pics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Text classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = untar_data(URLs.IMDB_SAMPLE)\n",
    "df = pd.read_csv(path/'texts.csv')\n",
    "imdb_clas = DataBlock(blocks=(TextBlock.from_df('text', seq_len=72), CategoryBlock),\n",
    "                      get_x=ColReader('text'), get_y=ColReader('label'), splitter=ColSplitter())\n",
    "dls = imdb_clas.dataloaders(df, bs=64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.634987</td>\n",
       "      <td>0.621853</td>\n",
       "      <td>0.705000</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.435843</td>\n",
       "      <td>0.508709</td>\n",
       "      <td>0.805000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.386479</td>\n",
       "      <td>0.446490</td>\n",
       "      <td>0.790000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.320961</td>\n",
       "      <td>0.522036</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.267238</td>\n",
       "      <td>0.572048</td>\n",
       "      <td>0.785000</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = text_classifier_learner(dls, AWD_LSTM, drop_mult=0.5, metrics=accuracy)\n",
    "learn.fine_tune(4, 1e-2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be a bit under 0.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "('positive', tensor(1), tensor([1.3686e-05, 9.9999e-01]))"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.predict(\"I really liked that movie!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be a bit very nearly 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tabular"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.365791</td>\n",
       "      <td>0.362030</td>\n",
       "      <td>0.824171</td>\n",
       "      <td>00:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.349386</td>\n",
       "      <td>0.356809</td>\n",
       "      <td>0.832310</td>\n",
       "      <td>00:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.340156</td>\n",
       "      <td>0.352458</td>\n",
       "      <td>0.831695</td>\n",
       "      <td>00:07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = untar_data(URLs.ADULT_SAMPLE)\n",
    "\n",
    "dls = TabularDataLoaders.from_csv(path/'adult.csv', path=path, y_names=\"salary\",\n",
    "    cat_names = ['workclass', 'education', 'marital-status', 'occupation',\n",
    "                 'relationship', 'race'],\n",
    "    cont_names = ['age', 'fnlwgt', 'education-num'],\n",
    "    procs = [Categorify, FillMissing, Normalize])\n",
    "\n",
    "learn = tabular_learner(dls, metrics=accuracy)\n",
    "learn.fit_one_cycle(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be around 0.83"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Collab filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = untar_data(URLs.ML_SAMPLE)\n",
    "dls = CollabDataLoaders.from_csv(path/'ratings.csv')\n",
    "learn = collab_learner(dls, y_range=(0.5,5.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.519063</td>\n",
       "      <td>1.388863</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.353412</td>\n",
       "      <td>1.301542</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.173434</td>\n",
       "      <td>0.995304</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.894901</td>\n",
       "      <td>0.777776</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.735333</td>\n",
       "      <td>0.725698</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.670091</td>\n",
       "      <td>0.714968</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.648496</td>\n",
       "      <td>0.713515</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be a bit over 0.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>rating_pred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>45.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.216705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.474894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.789701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.857912</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.show_results(max_n=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Keypoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = untar_data(URLs.BIWI_HEAD_POSE)\n",
    "img_files = get_image_files(path)\n",
    "def img2pose(x): return Path(f'{str(x)[:-7]}pose.txt')\n",
    "cal = np.genfromtxt(path/'01'/'rgb.cal', skip_footer=6)\n",
    "def get_ctr(f):\n",
    "    ctr = np.genfromtxt(img2pose(f), skip_header=3)\n",
    "    c1 = ctr[0] * cal[0][0]/ctr[2] + cal[0][2]\n",
    "    c2 = ctr[1] * cal[1][1]/ctr[2] + cal[1][2]\n",
    "    return tensor([c1,c2])\n",
    "\n",
    "biwi = DataBlock(\n",
    "    blocks=(ImageBlock, PointBlock),\n",
    "    get_items=get_image_files,\n",
    "    get_y=get_ctr,\n",
    "    splitter=FuncSplitter(lambda o: o.parent.name=='13'),\n",
    "    batch_tfms=[*aug_transforms(size=(240,320)), \n",
    "                Normalize.from_stats(*imagenet_stats)])\n",
    "\n",
    "dls = biwi.dataloaders(path)\n",
    "dls.show_batch(max_n=9, figsize=(8,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(dls, resnet18, y_range=(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(lr_min=0.006918309628963471, lr_steep=9.12010818865383e-07)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.048685</td>\n",
       "      <td>0.011717</td>\n",
       "      <td>00:37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.003574</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>00:47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(1, 1e-2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should be around 0.0005"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.show_results(ds_idx=1, nrows=3, figsize=(6,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Red dots should be close to noses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fin -"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
